Overview

Brought to you by YData

Dataset statistics

Number of variables	34
Number of observations	1941
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	515.7 KiB
Average record size in memory	272.1 B

Variable types

Numeric	24
Categorical	10

Alerts

`Edges_X_Index` is highly overall correlated with `LogOfAreas` and 7 other fields	High correlation
`Edges_Y_Index` is highly overall correlated with `Empty_Index` and 10 other fields	High correlation
`Empty_Index` is highly overall correlated with `Edges_Y_Index` and 3 other fields	High correlation
`K_Scratch` is highly overall correlated with `Edges_Y_Index` and 11 other fields	High correlation
`Length_of_Conveyer` is highly overall correlated with `K_Scratch`	High correlation
`LogOfAreas` is highly overall correlated with `Edges_X_Index` and 12 other fields	High correlation
`Log_X_Index` is highly overall correlated with `Edges_Y_Index` and 11 other fields	High correlation
`Log_Y_Index` is highly overall correlated with `Edges_X_Index` and 11 other fields	High correlation
`Luminosity_Index` is highly overall correlated with `Maximum_of_Luminosity` and 1 other fields	High correlation
`Maximum_of_Luminosity` is highly overall correlated with `Luminosity_Index`	High correlation
`Minimum_of_Luminosity` is highly overall correlated with `K_Scratch` and 6 other fields	High correlation
`Orientation_Index` is highly overall correlated with `Edges_X_Index` and 4 other fields	High correlation
`Outside_Global_Index` is highly overall correlated with `Orientation_Index`	High correlation
`Outside_X_Index` is highly overall correlated with `Edges_Y_Index` and 10 other fields	High correlation
`Pixels_Areas` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`SigmoidOfAreas` is highly overall correlated with `Edges_X_Index` and 11 other fields	High correlation
`Stains` is highly overall correlated with `LogOfAreas` and 1 other fields	High correlation
`Steel_Plate_Thickness` is highly overall correlated with `K_Scratch` and 2 other fields	High correlation
`Sum_of_Luminosity` is highly overall correlated with `Edges_X_Index` and 9 other fields	High correlation
`TypeOfSteel_A300` is highly overall correlated with `Steel_Plate_Thickness` and 1 other fields	High correlation
`TypeOfSteel_A400` is highly overall correlated with `Steel_Plate_Thickness` and 1 other fields	High correlation
`X_Maximum` is highly overall correlated with `K_Scratch` and 1 other fields	High correlation
`X_Minimum` is highly overall correlated with `K_Scratch` and 1 other fields	High correlation
`X_Perimeter` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`Y_Maximum` is highly overall correlated with `Y_Minimum`	High correlation
`Y_Minimum` is highly overall correlated with `Y_Maximum`	High correlation
`Y_Perimeter` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`Pastry` is highly imbalanced (59.3%)	Imbalance
`Z_Scratch` is highly imbalanced (53.8%)	Imbalance
`Stains` is highly imbalanced (77.1%)	Imbalance
`Dirtiness` is highly imbalanced (81.4%)	Imbalance
`X_Perimeter` is highly skewed (γ1 = 21.5394512)	Skewed
`Y_Perimeter` is highly skewed (γ1 = 39.29315841)	Skewed
`X_Minimum` has 38 (2.0%) zeros	Zeros
`Edges_Index` has 38 (2.0%) zeros	Zeros
`Orientation_Index` has 91 (4.7%) zeros	Zeros

Reproduction

Analysis started	2025-05-21 23:21:57.145237
Analysis finished	2025-05-21 23:25:35.918349
Duration	3 minutes and 38.77 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

X_Minimum
Real number (ℝ)

High correlation Zeros

Distinct	962
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	571.13601

Minimum	0
Maximum	1705
Zeros	38
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	51
median	435
Q3	1053
95-th percentile	1538
Maximum	1705
Range	1705
Interquartile range (IQR)	1002

Descriptive statistics

Standard deviation	520.69067
Coefficient of variation (CV)	0.91167543
Kurtosis	-1.1451435
Mean	571.13601
Median Absolute Deviation (MAD)	395
Skewness	0.5008972
Sum	1108575
Variance	271118.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41	126	6.5%
39	125	6.4%
0	38	2.0%
43	18	0.9%
37	12	0.6%
9	8	0.4%
2	8	0.4%
19	8	0.4%
15	7	0.4%
13	7	0.4%
Other values (952)	1584	81.6%

Value	Count	Frequency (%)
0	38	2.0%
1	6	0.3%
2	8	0.4%
3	3	0.2%
4	4	0.2%
5	3	0.2%
6	4	0.2%
7	3	0.2%
8	3	0.2%
9	8	0.4%

Value	Count	Frequency (%)
1705	1	0.1%
1688	1	0.1%
1687	2	0.1%
1685	1	0.1%
1683	1	0.1%
1682	1	0.1%
1680	1	0.1%
1678	1	0.1%
1677	3	0.2%
1675	1	0.1%

X_Maximum
Real number (ℝ)

High correlation

Distinct	994
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	617.96445

Minimum	4
Maximum	1713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	4
5-th percentile	29
Q1	192
median	467
Q3	1072
95-th percentile	1561
Maximum	1713
Range	1709
Interquartile range (IQR)	880

Descriptive statistics

Standard deviation	497.62741
Coefficient of variation (CV)	0.80526867
Kurtosis	-1.0775255
Mean	617.96445
Median Absolute Deviation (MAD)	349
Skewness	0.52420967
Sum	1199469
Variance	247633.04
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
212	23	1.2%
214	22	1.1%
218	21	1.1%
216	19	1.0%
194	14	0.7%
211	13	0.7%
192	12	0.6%
209	11	0.6%
193	10	0.5%
222	9	0.5%
Other values (984)	1787	92.1%

Value	Count	Frequency (%)
4	1	0.1%
5	1	0.1%
6	1	0.1%
8	3	0.2%
9	2	0.1%
10	3	0.2%
11	3	0.2%
12	4	0.2%
13	5	0.3%
14	8	0.4%

Value	Count	Frequency (%)
1713	1	0.1%
1712	1	0.1%
1696	1	0.1%
1694	2	0.1%
1692	1	0.1%
1690	1	0.1%
1689	1	0.1%
1688	3	0.2%
1687	2	0.1%
1686	1	0.1%

Y_Minimum
Real number (ℝ)

High correlation

Distinct	1939
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1650684.9

Minimum	6712
Maximum	12987661
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	6712
5-th percentile	86773
Q1	471253
median	1204128
Q3	2183073
95-th percentile	4532922
Maximum	12987661
Range	12980949
Interquartile range (IQR)	1711820

Descriptive statistics

Standard deviation	1774578.4
Coefficient of variation (CV)	1.0750558
Kurtosis	11.357575
Mean	1650684.9
Median Absolute Deviation (MAD)	817349
Skewness	2.8112132
Sum	3.2039793 × 10⁹
Variance	3.1491286 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28972	2	0.1%
1803992	2	0.1%
270900	1	0.1%
3411415	1	0.1%
173208	1	0.1%
252936	1	0.1%
33298	1	0.1%
197701	1	0.1%
244048	1	0.1%
266325	1	0.1%
Other values (1929)	1929	99.4%

Value	Count	Frequency (%)
6712	1	0.1%
7003	1	0.1%
7430	1	0.1%
7851	1	0.1%
9007	1	0.1%
9228	1	0.1%
12799	1	0.1%
13302	1	0.1%
14524	1	0.1%
15184	1	0.1%

Value	Count	Frequency (%)
12987661	1	0.1%
12917033	1	0.1%
12806495	1	0.1%
12725281	1	0.1%
12577343	1	0.1%
12438460	1	0.1%
12416454	1	0.1%
11741476	1	0.1%
11569824	1	0.1%
11499942	1	0.1%

Y_Maximum
Real number (ℝ)

High correlation

Distinct	1940
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1650738.7

Minimum	6724
Maximum	12987692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	6724
5-th percentile	86815
Q1	471281
median	1204136
Q3	2183084
95-th percentile	4532948
Maximum	12987692
Range	12980968
Interquartile range (IQR)	1711803

Descriptive statistics

Standard deviation	1774590.1
Coefficient of variation (CV)	1.0750279
Kurtosis	11.357194
Mean	1650738.7
Median Absolute Deviation (MAD)	817342
Skewness	2.811169
Sum	3.2040838 × 10⁹
Variance	3.14917 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28984	2	0.1%
2538108	1	0.1%
1553931	1	0.1%
369415	1	0.1%
498335	1	0.1%
173226	1	0.1%
252958	1	0.1%
33323	1	0.1%
197718	1	0.1%
244067	1	0.1%
Other values (1930)	1930	99.4%

Value	Count	Frequency (%)
6724	1	0.1%
7020	1	0.1%
7458	1	0.1%
7865	1	0.1%
9033	1	0.1%
9246	1	0.1%
12804	1	0.1%
13320	1	0.1%
14551	1	0.1%
15196	1	0.1%

Value	Count	Frequency (%)
12987692	1	0.1%
12917094	1	0.1%
12806520	1	0.1%
12725314	1	0.1%
12577396	1	0.1%
12438491	1	0.1%
12416473	1	0.1%
11741833	1	0.1%
11569844	1	0.1%
11499957	1	0.1%

Pixels_Areas
Real number (ℝ)

High correlation

Distinct	920
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1893.8784

Minimum	2
Maximum	152655
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	2
5-th percentile	39
Q1	84
median	174
Q3	822
95-th percentile	11211
Maximum	152655
Range	152653
Interquartile range (IQR)	738

Descriptive statistics

Standard deviation	5168.4596
Coefficient of variation (CV)	2.7290345
Kurtosis	375.8382
Mean	1893.8784
Median Absolute Deviation (MAD)	114
Skewness	14.083822
Sum	3676018
Variance	26712974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	19	1.0%
52	19	1.0%
60	18	0.9%
55	16	0.8%
16	15	0.8%
51	15	0.8%
56	14	0.7%
110	14	0.7%
67	14	0.7%
54	14	0.7%
Other values (910)	1783	91.9%

Value	Count	Frequency (%)
2	2	0.1%
6	2	0.1%
8	2	0.1%
9	2	0.1%
10	1	0.1%
11	1	0.1%
12	10	0.5%
14	1	0.1%
15	3	0.2%
16	15	0.8%

Value	Count	Frequency (%)
152655	1	0.1%
37334	1	0.1%
25473	1	0.1%
25323	1	0.1%
24365	1	0.1%
22554	1	0.1%
21987	1	0.1%
21110	1	0.1%
21036	1	0.1%
20894	1	0.1%

X_Perimeter
Real number (ℝ)

High correlation Skewed

Distinct	399
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.85523

Minimum	2
Maximum	10449
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	15
median	26
Q3	84
95-th percentile	616
Maximum	10449
Range	10447
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	301.20919
Coefficient of variation (CV)	2.6928485
Kurtosis	715.95655
Mean	111.85523
Median Absolute Deviation (MAD)	15
Skewness	21.539451
Sum	217111
Variance	90726.974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	81	4.2%
15	75	3.9%
13	71	3.7%
14	69	3.6%
11	58	3.0%
16	57	2.9%
10	55	2.8%
9	52	2.7%
18	51	2.6%
17	51	2.6%
Other values (389)	1321	68.1%

Value	Count	Frequency (%)
2	2	0.1%
3	2	0.1%
4	6	0.3%
5	10	0.5%
6	18	0.9%
7	14	0.7%
8	28	1.4%
9	52	2.7%
10	55	2.8%
11	58	3.0%

Value	Count	Frequency (%)
10449	1	0.1%
1275	1	0.1%
1193	1	0.1%
1169	1	0.1%
1138	1	0.1%
1084	1	0.1%
1050	1	0.1%
1022	1	0.1%
1021	1	0.1%
1015	1	0.1%

Y_Perimeter
Real number (ℝ)

High correlation Skewed

Distinct	317
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.965997

Minimum	1
Maximum	18152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	13
median	25
Q3	83
95-th percentile	381
Maximum	18152
Range	18151
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	426.48288
Coefficient of variation (CV)	5.1404539
Kurtosis	1663.0518
Mean	82.965997
Median Absolute Deviation (MAD)	14
Skewness	39.293158
Sum	161037
Variance	181887.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	87	4.5%
12	78	4.0%
10	72	3.7%
13	61	3.1%
14	60	3.1%
17	55	2.8%
15	54	2.8%
20	45	2.3%
8	44	2.3%
16	43	2.2%
Other values (307)	1342	69.1%

Value	Count	Frequency (%)
1	2	0.1%
2	2	0.1%
3	9	0.5%
4	35	1.8%
5	17	0.9%
6	19	1.0%
7	35	1.8%
8	44	2.3%
9	35	1.8%
10	72	3.7%

Value	Count	Frequency (%)
18152	1	0.1%
903	1	0.1%
712	1	0.1%
709	1	0.1%
696	1	0.1%
684	1	0.1%
680	1	0.1%
605	1	0.1%
604	1	0.1%
597	1	0.1%

Sum_of_Luminosity
Real number (ℝ)

High correlation

Distinct	1909
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	206312.15

Minimum	250
Maximum	11591414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	250
5-th percentile	4347
Q1	9522
median	19202
Q3	83011
95-th percentile	1293558
Maximum	11591414
Range	11591164
Interquartile range (IQR)	73489

Descriptive statistics

Standard deviation	512293.59
Coefficient of variation (CV)	2.4830995
Kurtosis	131.49526
Mean	206312.15
Median Absolute Deviation (MAD)	12505
Skewness	7.73072
Sum	4.0045188 × 10⁸
Variance	2.6244472 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8140	2	0.1%
9247	2	0.1%
13352	2	0.1%
8602	2	0.1%
7145	2	0.1%
29002	2	0.1%
7164	2	0.1%
6216	2	0.1%
13351	2	0.1%
7446	2	0.1%
Other values (1899)	1921	99.0%

Value	Count	Frequency (%)
250	1	0.1%
255	1	0.1%
718	1	0.1%
764	1	0.1%
775	1	0.1%
950	1	0.1%
958	1	0.1%
1059	1	0.1%
1063	1	0.1%
1233	1	0.1%

Value	Count	Frequency (%)
11591414	1	0.1%
3918209	1	0.1%
3061597	1	0.1%
3037459	1	0.1%
2935414	1	0.1%
2712104	1	0.1%
2638402	1	0.1%
2554885	1	0.1%
2529140	1	0.1%
2519511	1	0.1%

Minimum_of_Luminosity
Real number (ℝ)

High correlation

Distinct	161
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.548686

Minimum	0
Maximum	203
Zeros	4
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	29
Q1	63
median	90
Q3	106
95-th percentile	124
Maximum	203
Range	203
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	32.134276
Coefficient of variation (CV)	0.3800683
Kurtosis	0.11237035
Mean	84.548686
Median Absolute Deviation (MAD)	20
Skewness	-0.10709776
Sum	164109
Variance	1032.6117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101	39	2.0%
97	38	2.0%
91	38	2.0%
104	37	1.9%
96	37	1.9%
99	36	1.9%
95	36	1.9%
84	35	1.8%
105	34	1.8%
77	33	1.7%
Other values (151)	1578	81.3%

Value	Count	Frequency (%)
0	4	0.2%
4	1	0.1%
6	2	0.1%
7	1	0.1%
9	1	0.1%
11	2	0.1%
12	1	0.1%
14	1	0.1%
15	1	0.1%
16	2	0.1%

Value	Count	Frequency (%)
203	1	0.1%
196	1	0.1%
195	2	0.1%
192	2	0.1%
191	1	0.1%
190	1	0.1%
179	2	0.1%
178	4	0.2%
177	1	0.1%
175	1	0.1%

Maximum_of_Luminosity
Real number (ℝ)

High correlation

Distinct	100
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.19371

Minimum	37
Maximum	253
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	37
5-th percentile	102
Q1	124
median	127
Q3	140
95-th percentile	156
Maximum	253
Range	216
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	18.690992
Coefficient of variation (CV)	0.14356294
Kurtosis	7.8584205
Mean	130.19371
Median Absolute Deviation (MAD)	8
Skewness	1.2870354
Sum	252706
Variance	349.35318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127	194	10.0%
126	151	7.8%
124	146	7.5%
141	129	6.6%
125	112	5.8%
132	109	5.6%
143	97	5.0%
134	95	4.9%
140	95	4.9%
135	88	4.5%
Other values (90)	725	37.4%

Value	Count	Frequency (%)
37	1	0.1%
39	1	0.1%
70	1	0.1%
71	3	0.2%
77	2	0.1%
78	3	0.2%
79	2	0.1%
82	1	0.1%
84	9	0.5%
85	1	0.1%

Value	Count	Frequency (%)
253	1	0.1%
252	2	0.1%
247	1	0.1%
236	1	0.1%
221	1	0.1%
220	1	0.1%
213	1	0.1%
212	3	0.2%
210	1	0.1%
207	5	0.3%

Length_of_Conveyer
Real number (ℝ)

High correlation

Distinct	84
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1459.1602

Minimum	1227
Maximum	1794
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	1227
5-th percentile	1353
Q1	1358
median	1364
Q3	1650
95-th percentile	1692
Maximum	1794
Range	567
Interquartile range (IQR)	292

Descriptive statistics

Standard deviation	144.57782
Coefficient of variation (CV)	0.099082898
Kurtosis	-1.1917137
Mean	1459.1602
Median Absolute Deviation (MAD)	11
Skewness	0.85142225
Sum	2832230
Variance	20902.747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1358	242	12.5%
1356	186	9.6%
1360	156	8.0%
1362	107	5.5%
1364	101	5.2%
1692	94	4.8%
1353	85	4.4%
1687	84	4.3%
1354	81	4.2%
1387	68	3.5%
Other values (74)	737	38.0%

Value	Count	Frequency (%)
1227	3	0.2%
1280	1	0.1%
1306	4	0.2%
1308	2	0.1%
1320	1	0.1%
1322	3	0.2%
1324	1	0.1%
1333	2	0.1%
1336	1	0.1%
1346	2	0.1%

Value	Count	Frequency (%)
1794	1	0.1%
1715	2	0.1%
1712	1	0.1%
1710	6	0.3%
1708	3	0.2%
1707	1	0.1%
1700	2	0.1%
1698	19	1.0%
1696	21	1.1%
1694	36	1.9%

TypeOfSteel_A300
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1164
1	777

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1164	60.0%
1	777	40.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1164	60.0%
1	777	40.0%

Most occurring characters

Value	Count	Frequency (%)
0	1164	60.0%
1	777	40.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1164	60.0%
1	777	40.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1164	60.0%
1	777	40.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1164	60.0%
1	777	40.0%

TypeOfSteel_A400
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

1	1164
0	777

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1164	60.0%
0	777	40.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1164	60.0%
0	777	40.0%

Most occurring characters

Value	Count	Frequency (%)
1	1164	60.0%
0	777	40.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1164	60.0%
0	777	40.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1164	60.0%
0	777	40.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1164	60.0%
0	777	40.0%

Steel_Plate_Thickness
Real number (ℝ)

High correlation

Distinct	24
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.737764

Minimum	40
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	40
5-th percentile	40
Q1	40
median	70
Q3	80
95-th percentile	200
Maximum	300
Range	260
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	55.086032
Coefficient of variation (CV)	0.69961387
Kurtosis	4.9378385
Mean	78.737764
Median Absolute Deviation (MAD)	30
Skewness	2.2069351
Sum	152830
Variance	3034.4709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
40	710	36.6%
70	380	19.6%
100	154	7.9%
80	150	7.7%
50	115	5.9%
60	87	4.5%
200	79	4.1%
300	43	2.2%
69	39	2.0%
175	33	1.7%
Other values (14)	151	7.8%

Value	Count	Frequency (%)
40	710	36.6%
50	115	5.9%
60	87	4.5%
69	39	2.0%
70	380	19.6%
80	150	7.7%
85	4	0.2%
90	23	1.2%
100	154	7.9%
120	25	1.3%

Value	Count	Frequency (%)
300	43	2.2%
290	2	0.1%
250	2	0.1%
220	16	0.8%
211	5	0.3%
200	79	4.1%
185	14	0.7%
180	2	0.1%
175	33	1.7%
150	26	1.3%

Edges_Index
Real number (ℝ)

Zeros

Distinct	1387
Distinct (%)	71.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3317152

Minimum	0
Maximum	0.9952
Zeros	38
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0118
Q1	0.0604
median	0.2273
Q3	0.5738
95-th percentile	0.9029
Maximum	0.9952
Range	0.9952
Interquartile range (IQR)	0.5134

Descriptive statistics

Standard deviation	0.29971175
Coefficient of variation (CV)	0.9035213
Kurtosis	-0.90420928
Mean	0.3317152
Median Absolute Deviation (MAD)	0.1742
Skewness	0.68577108
Sum	643.8592
Variance	0.089827132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0604	43	2.2%
0	38	2.0%
0.0574	34	1.8%
0.0557	30	1.5%
0.0585	25	1.3%
0.0605	24	1.2%
0.0586	21	1.1%
0.0556	21	1.1%
0.0575	20	1.0%
0.0558	12	0.6%
Other values (1377)	1673	86.2%

Value	Count	Frequency (%)
0	38	2.0%
0.0012	2	0.1%
0.0014	2	0.1%
0.0015	4	0.2%
0.0023	1	0.1%
0.0024	8	0.4%
0.003	3	0.2%
0.0035	1	0.1%
0.0036	2	0.1%
0.0043	1	0.1%

Value	Count	Frequency (%)
0.9952	1	0.1%
0.9923	1	0.1%
0.9905	1	0.1%
0.9897	1	0.1%
0.9846	2	0.1%
0.9835	1	0.1%
0.9834	1	0.1%
0.9816	1	0.1%
0.9808	3	0.2%
0.9795	1	0.1%

Empty_Index
Real number (ℝ)

High correlation

Distinct	1338
Distinct (%)	68.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41420335

Minimum	0
Maximum	0.9439
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2083
Q1	0.3158
median	0.4121
Q3	0.5016
95-th percentile	0.6448
Maximum	0.9439
Range	0.9439
Interquartile range (IQR)	0.1858

Descriptive statistics

Standard deviation	0.13726149
Coefficient of variation (CV)	0.33138672
Kurtosis	0.18930051
Mean	0.41420335
Median Absolute Deviation (MAD)	0.0929
Skewness	0.29346776
Sum	803.9687
Variance	0.018840716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3333	28	1.4%
0.25	21	1.1%
0.3636	12	0.6%
0.2222	12	0.6%
0.2	12	0.6%
0.4	11	0.6%
0.375	11	0.6%
0.3	10	0.5%
0.5	10	0.5%
0.2778	9	0.5%
Other values (1328)	1805	93.0%

Value	Count	Frequency (%)
0	2	0.1%
0.0278	1	0.1%
0.0368	1	0.1%
0.0595	1	0.1%
0.0682	1	0.1%
0.0714	1	0.1%
0.0781	1	0.1%
0.0818	1	0.1%
0.0926	1	0.1%
0.0972	1	0.1%

Value	Count	Frequency (%)
0.9439	1	0.1%
0.9275	1	0.1%
0.894	1	0.1%
0.8888	1	0.1%
0.8856	1	0.1%
0.8817	1	0.1%
0.8767	1	0.1%
0.8648	1	0.1%
0.8487	1	0.1%
0.8473	1	0.1%

Square_Index
Real number (ℝ)

Distinct	770
Distinct (%)	39.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57076713

Minimum	0.0083
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.0083
5-th percentile	0.125
Q1	0.3613
median	0.5556
Q3	0.8182
95-th percentile	0.9912
Maximum	1
Range	0.9917
Interquartile range (IQR)	0.4569

Descriptive statistics

Standard deviation	0.27105839
Coefficient of variation (CV)	0.47490188
Kurtosis	-1.1580304
Mean	0.57076713
Median Absolute Deviation (MAD)	0.2223
Skewness	-0.056305677
Sum	1107.859
Variance	0.073472648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	91	4.7%
0.8	42	2.2%
0.5	38	2.0%
0.6667	37	1.9%
0.3333	31	1.6%
0.75	30	1.5%
0.8889	28	1.4%
0.9091	27	1.4%
0.8571	25	1.3%
0.4	24	1.2%
Other values (760)	1568	80.8%

Value	Count	Frequency (%)
0.0083	1	0.1%
0.009	1	0.1%
0.0261	1	0.1%
0.0294	1	0.1%
0.0393	1	0.1%
0.0396	1	0.1%
0.0408	1	0.1%
0.0422	1	0.1%
0.0441	1	0.1%
0.0448	1	0.1%

Value	Count	Frequency (%)
1	91	4.7%
0.9955	1	0.1%
0.9945	1	0.1%
0.9942	3	0.2%
0.993	1	0.1%
0.9912	1	0.1%
0.9895	1	0.1%
0.9884	1	0.1%
0.9867	1	0.1%
0.9832	1	0.1%

Outside_X_Index
Real number (ℝ)

High correlation

Distinct	454
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.033361103

Minimum	0.0015
Maximum	0.8759
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.0015
5-th percentile	0.0044
Q1	0.0066
median	0.0101
Q3	0.0235
95-th percentile	0.1289
Maximum	0.8759
Range	0.8744
Interquartile range (IQR)	0.0169

Descriptive statistics

Standard deviation	0.058961169
Coefficient of variation (CV)	1.7673627
Kurtosis	46.109128
Mean	0.033361103
Median Absolute Deviation (MAD)	0.0047
Skewness	5.1818301
Sum	64.7539
Variance	0.0034764195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0059	75	3.9%
0.0066	71	3.7%
0.0081	53	2.7%
0.0088	48	2.5%
0.0053	46	2.4%
0.0074	45	2.3%
0.0044	42	2.2%
0.0047	42	2.2%
0.0052	40	2.1%
0.0065	40	2.1%
Other values (444)	1439	74.1%

Value	Count	Frequency (%)
0.0015	2	0.1%
0.0022	3	0.2%
0.0024	1	0.1%
0.0029	4	0.2%
0.003	6	0.3%
0.0035	5	0.3%
0.0036	8	0.4%
0.0037	29	1.5%
0.0041	20	1.0%
0.0042	2	0.1%

Value	Count	Frequency (%)
0.8759	1	0.1%
0.6226	1	0.1%
0.6209	1	0.1%
0.5906	1	0.1%
0.5692	1	0.1%
0.4964	1	0.1%
0.4957	1	0.1%
0.4698	1	0.1%
0.4177	1	0.1%
0.3878	1	0.1%

Edges_X_Index
Real number (ℝ)

High correlation

Distinct	818
Distinct (%)	42.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.61052865

Minimum	0.0144
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.0144
5-th percentile	0.2105
Q1	0.4118
median	0.6364
Q3	0.8
95-th percentile	1
Maximum	1
Range	0.9856
Interquartile range (IQR)	0.3882

Descriptive statistics

Standard deviation	0.24327692
Coefficient of variation (CV)	0.3984693
Kurtosis	-0.9302592
Mean	0.61052865
Median Absolute Deviation (MAD)	0.1819
Skewness	-0.23509587
Sum	1185.0361
Variance	0.059183659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	135	7.0%
0.8	49	2.5%
0.75	43	2.2%
0.6667	41	2.1%
0.5	33	1.7%
0.8333	24	1.2%
0.8571	21	1.1%
0.9	21	1.1%
0.8889	20	1.0%
0.7778	20	1.0%
Other values (808)	1534	79.0%

Value	Count	Frequency (%)
0.0144	1	0.1%
0.0645	1	0.1%
0.0657	1	0.1%
0.0717	1	0.1%
0.0724	1	0.1%
0.0782	1	0.1%
0.0794	1	0.1%
0.0874	1	0.1%
0.0909	1	0.1%
0.0968	1	0.1%

Value	Count	Frequency (%)
1	135	7.0%
0.9965	1	0.1%
0.9879	1	0.1%
0.9828	1	0.1%
0.9804	1	0.1%
0.9776	1	0.1%
0.975	1	0.1%
0.9688	2	0.1%
0.9682	1	0.1%
0.9671	1	0.1%

Edges_Y_Index
Real number (ℝ)

High correlation

Distinct	648
Distinct (%)	33.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.81347223

Minimum	0.0484
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.0484
5-th percentile	0.381
Q1	0.5968
median	0.9474
Q3	1
95-th percentile	1
Maximum	1
Range	0.9516
Interquartile range (IQR)	0.4032

Descriptive statistics

Standard deviation	0.23427362
Coefficient of variation (CV)	0.28799216
Kurtosis	-0.56319361
Mean	0.81347223
Median Absolute Deviation (MAD)	0.0526
Skewness	-0.92858241
Sum	1578.9496
Variance	0.05488413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	820	42.2%
0.6667	19	1.0%
0.75	16	0.8%
0.9231	16	0.8%
0.8333	16	0.8%
0.8	14	0.7%
0.9091	14	0.7%
0.9167	13	0.7%
0.9	12	0.6%
0.875	12	0.6%
Other values (638)	989	51.0%

Value	Count	Frequency (%)
0.0484	1	0.1%
0.105	1	0.1%
0.1123	1	0.1%
0.1312	1	0.1%
0.1321	1	0.1%
0.1378	1	0.1%
0.1379	1	0.1%
0.1463	1	0.1%
0.1509	2	0.1%
0.1521	1	0.1%

Value	Count	Frequency (%)
1	820	42.2%
0.9994	1	0.1%
0.9977	1	0.1%
0.9973	1	0.1%
0.9931	2	0.1%
0.9925	1	0.1%
0.9921	2	0.1%
0.992	1	0.1%
0.9917	1	0.1%
0.9916	1	0.1%

Outside_Global_Index
Categorical

High correlation

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

1.0	1072
0.0	778
0.5	91

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	5823
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1072	55.2%
0.0	778	40.1%
0.5	91	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1072	55.2%
0.0	778	40.1%
0.5	91	4.7%

Most occurring characters

Value	Count	Frequency (%)
0	2719	46.7%
.	1941	33.3%
1	1072	18.4%
5	91	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5823	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2719	46.7%
.	1941	33.3%
1	1072	18.4%
5	91	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5823	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2719	46.7%
.	1941	33.3%
1	1072	18.4%
5	91	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5823	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2719	46.7%
.	1941	33.3%
1	1072	18.4%
5	91	1.6%

LogOfAreas
Real number (ℝ)

High correlation

Distinct	914
Distinct (%)	47.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4923884

Minimum	0.301
Maximum	5.1837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.301
5-th percentile	1.5911
Q1	1.9243
median	2.2406
Q3	2.9149
95-th percentile	4.0496
Maximum	5.1837
Range	4.8827
Interquartile range (IQR)	0.9906

Descriptive statistics

Standard deviation	0.78892985
Coefficient of variation (CV)	0.31653568
Kurtosis	-0.33921066
Mean	2.4923884
Median Absolute Deviation (MAD)	0.4017
Skewness	0.74828448
Sum	4837.7258
Variance	0.62241031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.8325	19	1.0%
1.716	19	1.0%
1.7781	18	0.9%
1.7404	16	0.8%
1.2041	15	0.8%
1.7076	15	0.8%
1.8261	14	0.7%
1.7482	14	0.7%
2.0414	14	0.7%
1.7993	14	0.7%
Other values (904)	1783	91.9%

Value	Count	Frequency (%)
0.301	2	0.1%
0.7782	2	0.1%
0.9031	2	0.1%
0.9542	2	0.1%
1	1	0.1%
1.0414	1	0.1%
1.0792	10	0.5%
1.1461	1	0.1%
1.1761	3	0.2%
1.2041	15	0.8%

Value	Count	Frequency (%)
5.1837	1	0.1%
4.5721	1	0.1%
4.4061	1	0.1%
4.4035	1	0.1%
4.3868	1	0.1%
4.3532	1	0.1%
4.3422	1	0.1%
4.3245	1	0.1%
4.323	1	0.1%
4.32	1	0.1%

Log_X_Index
Real number (ℝ)

High correlation

Distinct	183
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3356861

Minimum	0.301
Maximum	3.0741
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.301
5-th percentile	0.7782
Q1	1
median	1.1761
Q3	1.5185
95-th percentile	2.243
Maximum	3.0741
Range	2.7731
Interquartile range (IQR)	0.5185

Descriptive statistics

Standard deviation	0.48161161
Coefficient of variation (CV)	0.36057244
Kurtosis	-0.04144811
Mean	1.3356861
Median Absolute Deviation (MAD)	0.2219
Skewness	1.0010141
Sum	2592.5668
Variance	0.23194974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9542	147	7.6%
1.0792	120	6.2%
0.9031	119	6.1%
1	116	6.0%
1.0414	112	5.8%
1.1139	90	4.6%
0.8451	81	4.2%
1.1461	70	3.6%
1.1761	58	3.0%
0.7782	58	3.0%
Other values (173)	970	50.0%

Value	Count	Frequency (%)
0.301	2	0.1%
0.4771	3	0.2%
0.6021	10	0.5%
0.699	29	1.5%
0.7782	58	3.0%
0.8451	81	4.2%
0.9031	119	6.1%
0.9542	147	7.6%
1	116	6.0%
1.0414	112	5.8%

Value	Count	Frequency (%)
3.0741	1	0.1%
2.9385	1	0.1%
2.9335	1	0.1%
2.918	1	0.1%
2.8882	1	0.1%
2.842	1	0.1%
2.8414	1	0.1%
2.8048	1	0.1%
2.7543	1	0.1%
2.7235	1	0.1%

Log_Y_Index
Real number (ℝ)

High correlation

Distinct	217
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4032713

Minimum	0
Maximum	4.2587
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.699
Q1	1.0792
median	1.3222
Q3	1.7324
95-th percentile	2.2304
Maximum	4.2587
Range	4.2587
Interquartile range (IQR)	0.6532

Descriptive statistics

Standard deviation	0.45434516
Coefficient of variation (CV)	0.32377571
Kurtosis	0.38407733
Mean	1.4032713
Median Absolute Deviation (MAD)	0.2808
Skewness	0.44510061
Sum	2723.7496
Variance	0.20642953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0792	92	4.7%
1.0414	87	4.5%
1	78	4.0%
1.1461	70	3.6%
1.1139	66	3.4%
1.1761	56	2.9%
0.9542	56	2.9%
0.9031	53	2.7%
1.301	51	2.6%
1.2553	47	2.4%
Other values (207)	1285	66.2%

Value	Count	Frequency (%)
0	2	0.1%
0.301	6	0.3%
0.4771	23	1.2%
0.6021	44	2.3%
0.699	31	1.6%
0.7782	28	1.4%
0.8451	31	1.6%
0.9031	53	2.7%
0.9542	56	2.9%
1	78	4.0%

Value	Count	Frequency (%)
4.2587	1	0.1%
2.776	1	0.1%
2.6294	1	0.1%
2.6181	1	0.1%
2.6149	1	0.1%
2.5922	1	0.1%
2.5752	2	0.1%
2.5527	1	0.1%
2.5515	1	0.1%
2.5052	1	0.1%

Orientation_Index
Real number (ℝ)

High correlation Zeros

Distinct	918
Distinct (%)	47.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.083287635

Minimum	-0.991
Maximum	0.9917
Zeros	91
Zeros (%)	4.7%
Negative	778
Negative (%)	40.1%
Memory size	15.3 KiB

Quantile statistics

Minimum	-0.991
5-th percentile	-0.6713
Q1	-0.3333
median	0.0952
Q3	0.5116
95-th percentile	0.8372
Maximum	0.9917
Range	1.9827
Interquartile range (IQR)	0.8449

Descriptive statistics

Standard deviation	0.50086805
Coefficient of variation (CV)	6.0137143
Kurtosis	-1.0446547
Mean	0.083287635
Median Absolute Deviation (MAD)	0.4181
Skewness	-0.15344552
Sum	161.6613
Variance	0.2508688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	91	4.7%
0.3333	23	1.2%
0.6667	21	1.1%
0.2	21	1.1%
0.5	21	1.1%
-0.2	21	1.1%
0.25	20	1.0%
0.1818	17	0.9%
-0.5	17	0.9%
0.1111	15	0.8%
Other values (908)	1674	86.2%

Value	Count	Frequency (%)
-0.991	1	0.1%
-0.9739	1	0.1%
-0.9706	1	0.1%
-0.9604	1	0.1%
-0.9592	1	0.1%
-0.9559	1	0.1%
-0.9546	1	0.1%
-0.9514	1	0.1%
-0.9509	1	0.1%
-0.95	2	0.1%

Value	Count	Frequency (%)
0.9917	1	0.1%
0.9607	1	0.1%
0.9578	1	0.1%
0.9552	1	0.1%
0.9481	1	0.1%
0.9467	1	0.1%
0.9463	1	0.1%
0.9431	1	0.1%
0.9419	1	0.1%
0.9388	1	0.1%

Luminosity_Index
Real number (ℝ)

High correlation

Distinct	1522
Distinct (%)	78.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.13130505

Minimum	-0.9989
Maximum	0.6421
Zeros	1
Zeros (%)	0.1%
Negative	1714
Negative (%)	88.3%
Memory size	15.3 KiB

Quantile statistics

Minimum	-0.9989
5-th percentile	-0.3479
Q1	-0.195
median	-0.133
Q3	-0.0666
95-th percentile	0.0376
Maximum	0.6421
Range	1.641
Interquartile range (IQR)	0.1284

Descriptive statistics

Standard deviation	0.14876684
Coefficient of variation (CV)	-1.1329864
Kurtosis	5.8067489
Mean	-0.13130505
Median Absolute Deviation (MAD)	0.063
Skewness	0.67933872
Sum	-254.8631
Variance	0.022131573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1851	6	0.3%
-0.1903	5	0.3%
-0.189	5	0.3%
-0.112	4	0.2%
-0.1078	4	0.2%
-0.122	4	0.2%
-0.0935	4	0.2%
-0.1805	4	0.2%
-0.0481	4	0.2%
-0.1797	4	0.2%
Other values (1512)	1897	97.7%

Value	Count	Frequency (%)
-0.9989	1	0.1%
-0.885	1	0.1%
-0.8603	1	0.1%
-0.6332	1	0.1%
-0.6096	1	0.1%
-0.6017	1	0.1%
-0.5971	1	0.1%
-0.594	1	0.1%
-0.5902	1	0.1%
-0.585	1	0.1%

Value	Count	Frequency (%)
0.6421	1	0.1%
0.5917	1	0.1%
0.5916	1	0.1%
0.5909	1	0.1%
0.5799	1	0.1%
0.5613	1	0.1%
0.5591	1	0.1%
0.5552	1	0.1%
0.5518	1	0.1%
0.5237	1	0.1%

SigmoidOfAreas
Real number (ℝ)

High correlation

Distinct	388
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58542045

Minimum	0.119
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	0.119
5-th percentile	0.1696
Q1	0.2482
median	0.5063
Q3	0.9998
95-th percentile	1
Maximum	1
Range	0.881
Interquartile range (IQR)	0.7516

Descriptive statistics

Standard deviation	0.33945181
Coefficient of variation (CV)	0.57984275
Kurtosis	-1.7076941
Mean	0.58542045
Median Absolute Deviation (MAD)	0.3098
Skewness	0.12578852
Sum	1136.3011
Variance	0.11522753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	460	23.7%
0.2288	29	1.5%
0.1773	29	1.5%
0.2173	25	1.3%
0.2432	24	1.2%
0.1954	24	1.2%
0.2901	23	1.2%
0.9999	22	1.1%
0.2051	22	1.1%
0.3068	21	1.1%
Other values (378)	1262	65.0%

Value	Count	Frequency (%)
0.119	2	0.1%
0.124	1	0.1%
0.1262	4	0.2%
0.1284	2	0.1%
0.1292	4	0.2%
0.1307	2	0.1%
0.1322	11	0.6%
0.133	1	0.1%
0.1353	5	0.3%
0.1361	2	0.1%

Value	Count	Frequency (%)
1	460	23.7%
0.9999	22	1.1%
0.9998	16	0.8%
0.9997	5	0.3%
0.9996	4	0.2%
0.9995	2	0.1%
0.9994	2	0.1%
0.9993	3	0.2%
0.9992	2	0.1%
0.9991	2	0.1%

Pastry
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1783
1	158

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1783	91.9%
1	158	8.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1783	91.9%
1	158	8.1%

Most occurring characters

Value	Count	Frequency (%)
0	1783	91.9%
1	158	8.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1783	91.9%
1	158	8.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1783	91.9%
1	158	8.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1783	91.9%
1	158	8.1%

Z_Scratch
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1751
1	190

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1751	90.2%
1	190	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1751	90.2%
1	190	9.8%

Most occurring characters

Value	Count	Frequency (%)
0	1751	90.2%
1	190	9.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1751	90.2%
1	190	9.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1751	90.2%
1	190	9.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1751	90.2%
1	190	9.8%

K_Scratch
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1550
1	391

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1550	79.9%
1	391	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1550	79.9%
1	391	20.1%

Most occurring characters

Value	Count	Frequency (%)
0	1550	79.9%
1	391	20.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1550	79.9%
1	391	20.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1550	79.9%
1	391	20.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1550	79.9%
1	391	20.1%

Stains
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1869
1	72

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1869	96.3%
1	72	3.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1869	96.3%
1	72	3.7%

Most occurring characters

Value	Count	Frequency (%)
0	1869	96.3%
1	72	3.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1869	96.3%
1	72	3.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1869	96.3%
1	72	3.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1869	96.3%
1	72	3.7%

Dirtiness
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1886
1	55

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1886	97.2%
1	55	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1886	97.2%
1	55	2.8%

Most occurring characters

Value	Count	Frequency (%)
0	1886	97.2%
1	55	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1886	97.2%
1	55	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1886	97.2%
1	55	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1886	97.2%
1	55	2.8%

Bumps
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1539
1	402

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1539	79.3%
1	402	20.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1539	79.3%
1	402	20.7%

Most occurring characters

Value	Count	Frequency (%)
0	1539	79.3%
1	402	20.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1539	79.3%
1	402	20.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1539	79.3%
1	402	20.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1539	79.3%
1	402	20.7%

Other_Faults
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

0	1268
1	673

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1941
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1268	65.3%
1	673	34.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1268	65.3%
1	673	34.7%

Most occurring characters

Value	Count	Frequency (%)
0	1268	65.3%
1	673	34.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1268	65.3%
1	673	34.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1268	65.3%
1	673	34.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1941	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1268	65.3%
1	673	34.7%

Interactions

Correlations

	Bumps	Dirtiness	Edges_Index	Edges_X_Index	Edges_Y_Index	Empty_Index	K_Scratch	Length_of_Conveyer	LogOfAreas	Log_X_Index	Log_Y_Index	Luminosity_Index	Maximum_of_Luminosity	Minimum_of_Luminosity	Orientation_Index	Other_Faults	Outside_Global_Index	Outside_X_Index	Pastry	Pixels_Areas	SigmoidOfAreas	Square_Index	Stains	Steel_Plate_Thickness	Sum_of_Luminosity	TypeOfSteel_A300	TypeOfSteel_A400	X_Maximum	X_Minimum	X_Perimeter	Y_Maximum	Y_Minimum	Y_Perimeter	Z_Scratch
Bumps	1.000	0.080	0.278	0.241	0.225	0.258	0.254	0.296	0.289	0.247	0.330	0.121	0.108	0.279	0.286	0.370	0.104	0.217	0.148	0.066	0.251	0.286	0.094	0.164	0.117	0.304	0.304	0.256	0.283	0.000	0.194	0.194	0.000	0.165
Dirtiness	0.080	1.000	0.338	0.261	0.078	0.030	0.079	0.073	0.127	0.145	0.051	0.084	0.062	0.127	0.303	0.119	0.106	0.042	0.039	0.000	0.071	0.280	0.011	0.277	0.000	0.076	0.076	0.319	0.329	0.000	0.256	0.256	0.000	0.046
Edges_Index	0.278	0.338	1.000	0.273	0.266	-0.164	0.465	0.125	-0.386	-0.281	-0.420	0.231	0.153	0.398	-0.029	0.205	0.116	-0.283	0.063	-0.386	-0.367	0.170	0.213	0.174	-0.352	0.166	0.166	0.391	0.459	-0.352	-0.027	-0.027	-0.420	0.193
Edges_X_Index	0.241	0.261	0.273	1.000	0.186	-0.415	0.313	0.057	-0.536	-0.202	-0.730	0.072	0.007	0.206	-0.537	0.158	0.329	-0.214	0.164	-0.536	-0.556	0.238	0.262	-0.008	-0.526	0.206	0.206	0.165	0.192	-0.578	0.036	0.036	-0.685	0.172
Edges_Y_Index	0.225	0.078	0.266	0.186	1.000	-0.572	0.715	0.127	-0.551	-0.808	-0.350	-0.161	-0.225	0.188	0.574	0.255	0.412	-0.813	0.241	-0.551	-0.597	0.078	0.127	0.327	-0.574	0.282	0.282	0.236	0.368	-0.746	-0.069	-0.069	-0.548	0.149
Empty_Index	0.258	0.030	-0.164	-0.415	-0.572	1.000	0.267	-0.166	0.354	0.511	0.371	0.170	0.145	0.038	-0.142	0.053	0.174	0.530	0.192	0.354	0.492	-0.075	0.000	-0.069	0.368	0.141	0.141	-0.162	-0.215	0.579	-0.004	-0.004	0.471	0.145
K_Scratch	0.254	0.079	0.465	0.313	0.715	0.267	1.000	0.583	0.810	0.829	0.589	0.225	0.244	0.702	0.555	0.364	0.295	0.819	0.145	0.276	0.560	0.373	0.092	0.527	0.461	0.406	0.406	0.622	0.515	0.093	0.198	0.198	0.000	0.162
Length_of_Conveyer	0.296	0.073	0.125	0.057	0.127	-0.166	0.583	1.000	-0.056	-0.064	-0.064	-0.037	0.052	-0.099	0.072	0.237	0.107	-0.182	0.195	-0.056	-0.092	0.157	0.141	0.194	-0.067	0.434	0.434	0.255	0.246	-0.099	-0.009	-0.009	-0.096	0.249
LogOfAreas	0.289	0.127	-0.386	-0.536	-0.551	0.354	0.810	-0.056	1.000	0.790	0.909	-0.225	0.004	-0.584	0.006	0.299	0.288	0.784	0.169	1.000	0.977	-0.247	0.851	-0.285	0.985	0.420	0.420	-0.269	-0.416	0.896	0.045	0.045	0.949	0.141
Log_X_Index	0.247	0.145	-0.281	-0.202	-0.808	0.511	0.829	-0.064	0.790	1.000	0.549	-0.055	0.127	-0.429	-0.501	0.305	0.331	0.989	0.219	0.790	0.819	-0.060	0.412	-0.333	0.795	0.370	0.370	-0.245	-0.392	0.889	0.103	0.103	0.686	0.167
Log_Y_Index	0.330	0.051	-0.420	-0.730	-0.350	0.371	0.589	-0.064	0.909	0.549	1.000	-0.250	-0.051	-0.549	0.331	0.210	0.320	0.551	0.170	0.909	0.899	-0.315	0.600	-0.186	0.890	0.356	0.356	-0.263	-0.383	0.779	0.001	0.001	0.957	0.061
Luminosity_Index	0.121	0.084	0.231	0.072	-0.161	0.170	0.225	-0.037	-0.225	-0.055	-0.250	1.000	0.853	0.717	-0.182	0.118	0.182	-0.036	0.100	-0.225	-0.203	0.124	0.334	-0.158	-0.105	0.214	0.214	-0.018	0.008	-0.085	-0.077	-0.077	-0.181	0.167
Maximum_of_Luminosity	0.108	0.062	0.153	0.007	-0.225	0.145	0.244	0.052	0.004	0.127	-0.051	0.853	1.000	0.415	-0.185	0.144	0.133	0.131	0.039	0.004	-0.003	0.111	0.095	-0.161	0.111	0.311	0.311	-0.059	-0.078	0.094	-0.062	-0.062	0.008	0.235
Minimum_of_Luminosity	0.279	0.127	0.398	0.206	0.188	0.038	0.702	-0.099	-0.584	-0.429	-0.549	0.717	0.415	1.000	0.005	0.258	0.207	-0.402	0.187	-0.584	-0.516	0.056	0.277	0.127	-0.496	0.380	0.380	0.135	0.284	-0.447	-0.113	-0.113	-0.510	0.127
Orientation_Index	0.286	0.303	-0.029	-0.537	0.574	-0.142	0.555	0.072	0.006	-0.501	0.331	-0.182	-0.185	0.005	1.000	0.238	0.784	-0.494	0.386	0.006	-0.018	-0.226	0.253	0.317	-0.014	0.266	0.266	0.049	0.148	-0.192	-0.130	-0.130	0.146	0.143
Other_Faults	0.370	0.119	0.205	0.158	0.255	0.053	0.364	0.237	0.299	0.305	0.210	0.118	0.144	0.258	0.238	1.000	0.021	0.274	0.214	0.090	0.171	0.165	0.138	0.322	0.160	0.000	0.000	0.236	0.207	0.000	0.206	0.206	0.000	0.237
Outside_Global_Index	0.104	0.106	0.116	0.329	0.412	0.174	0.295	0.107	0.288	0.331	0.320	0.182	0.133	0.207	0.784	0.021	1.000	0.245	0.247	0.026	0.210	0.399	0.204	0.170	0.054	0.070	0.070	0.247	0.163	0.039	0.087	0.087	0.000	0.079
Outside_X_Index	0.217	0.042	-0.283	-0.214	-0.813	0.530	0.819	-0.182	0.784	0.989	0.551	-0.036	0.131	-0.402	-0.494	0.274	0.245	1.000	0.117	0.784	0.816	-0.073	0.060	-0.362	0.791	0.332	0.332	-0.273	-0.416	0.888	0.102	0.102	0.689	0.128
Pastry	0.148	0.039	0.063	0.164	0.241	0.192	0.145	0.195	0.169	0.219	0.170	0.100	0.039	0.187	0.386	0.214	0.247	0.117	1.000	0.021	0.119	0.249	0.048	0.202	0.046	0.048	0.048	0.215	0.190	0.000	0.121	0.121	0.000	0.092
Pixels_Areas	0.066	0.000	-0.386	-0.536	-0.551	0.354	0.276	-0.056	1.000	0.790	0.909	-0.225	0.004	-0.584	0.006	0.090	0.026	0.784	0.021	1.000	0.977	-0.247	0.000	-0.285	0.985	0.101	0.101	-0.269	-0.416	0.896	0.045	0.045	0.949	0.030
SigmoidOfAreas	0.251	0.071	-0.367	-0.556	-0.597	0.492	0.560	-0.092	0.977	0.819	0.899	-0.203	-0.003	-0.516	-0.018	0.171	0.210	0.816	0.119	0.977	1.000	-0.281	0.421	-0.254	0.965	0.331	0.331	-0.274	-0.403	0.928	0.038	0.038	0.956	0.064
Square_Index	0.286	0.280	0.170	0.238	0.078	-0.075	0.373	0.157	-0.247	-0.060	-0.315	0.124	0.111	0.056	-0.226	0.165	0.399	-0.073	0.249	-0.247	-0.281	1.000	0.105	-0.102	-0.247	0.231	0.231	0.081	0.086	-0.259	0.018	0.018	-0.342	0.078
Stains	0.094	0.011	0.213	0.262	0.127	0.000	0.092	0.141	0.851	0.412	0.600	0.334	0.095	0.277	0.253	0.138	0.204	0.060	0.048	0.000	0.421	0.105	1.000	0.193	0.016	0.150	0.150	0.169	0.194	0.000	0.063	0.063	0.000	0.056
Steel_Plate_Thickness	0.164	0.277	0.174	-0.008	0.327	-0.069	0.527	0.194	-0.285	-0.333	-0.186	-0.158	-0.161	0.127	0.317	0.322	0.170	-0.362	0.202	-0.285	-0.254	-0.102	0.193	1.000	-0.309	0.724	0.724	0.144	0.251	-0.278	-0.196	-0.196	-0.236	0.428
Sum_of_Luminosity	0.117	0.000	-0.352	-0.526	-0.574	0.368	0.461	-0.067	0.985	0.795	0.890	-0.105	0.111	-0.496	-0.014	0.160	0.054	0.791	0.046	0.985	0.965	-0.247	0.016	-0.309	1.000	0.181	0.181	-0.276	-0.420	0.895	0.024	0.024	0.939	0.067
TypeOfSteel_A300	0.304	0.076	0.166	0.206	0.282	0.141	0.406	0.434	0.420	0.370	0.356	0.214	0.311	0.380	0.266	0.000	0.070	0.332	0.048	0.101	0.331	0.231	0.150	0.724	0.181	1.000	0.999	0.315	0.199	0.004	0.196	0.196	0.000	0.337
TypeOfSteel_A400	0.304	0.076	0.166	0.206	0.282	0.141	0.406	0.434	0.420	0.370	0.356	0.214	0.311	0.380	0.266	0.000	0.070	0.332	0.048	0.101	0.331	0.231	0.150	0.724	0.181	0.999	1.000	0.315	0.199	0.004	0.196	0.196	0.000	0.337
X_Maximum	0.256	0.319	0.391	0.165	0.236	-0.162	0.622	0.255	-0.269	-0.245	-0.263	-0.018	-0.059	0.135	0.049	0.236	0.247	-0.273	0.215	-0.269	-0.274	0.081	0.169	0.144	-0.276	0.315	0.315	1.000	0.949	-0.268	0.032	0.032	-0.276	0.359
X_Minimum	0.283	0.329	0.459	0.192	0.368	-0.215	0.515	0.246	-0.416	-0.392	-0.383	0.008	-0.078	0.284	0.148	0.207	0.163	-0.416	0.190	-0.416	-0.403	0.086	0.194	0.251	-0.420	0.199	0.199	0.949	1.000	-0.409	-0.004	-0.004	-0.412	0.250
X_Perimeter	0.000	0.000	-0.352	-0.578	-0.746	0.579	0.093	-0.099	0.896	0.889	0.779	-0.085	0.094	-0.447	-0.192	0.000	0.039	0.888	0.000	0.896	0.928	-0.259	0.000	-0.278	0.895	0.004	0.004	-0.268	-0.409	1.000	0.076	0.076	0.881	0.000
Y_Maximum	0.194	0.256	-0.027	0.036	-0.069	-0.004	0.198	-0.009	0.045	0.103	0.001	-0.077	-0.062	-0.113	-0.130	0.206	0.087	0.102	0.121	0.045	0.038	0.018	0.063	-0.196	0.024	0.196	0.196	0.032	-0.004	0.076	1.000	1.000	0.019	0.106
Y_Minimum	0.194	0.256	-0.027	0.036	-0.069	-0.004	0.198	-0.009	0.045	0.103	0.001	-0.077	-0.062	-0.113	-0.130	0.206	0.087	0.102	0.121	0.045	0.038	0.018	0.063	-0.196	0.024	0.196	0.196	0.032	-0.004	0.076	1.000	1.000	0.019	0.106
Y_Perimeter	0.000	0.000	-0.420	-0.685	-0.548	0.471	0.000	-0.096	0.949	0.686	0.957	-0.181	0.008	-0.510	0.146	0.000	0.000	0.689	0.000	0.949	0.956	-0.342	0.000	-0.236	0.939	0.000	0.000	-0.276	-0.412	0.881	0.019	0.019	1.000	0.000
Z_Scratch	0.165	0.046	0.193	0.172	0.149	0.145	0.162	0.249	0.141	0.167	0.061	0.167	0.235	0.127	0.143	0.237	0.079	0.128	0.092	0.030	0.064	0.078	0.056	0.428	0.067	0.337	0.337	0.359	0.250	0.000	0.106	0.106	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	X_Minimum	X_Maximum	Y_Minimum	Y_Maximum	Pixels_Areas	X_Perimeter	Y_Perimeter	Sum_of_Luminosity	Minimum_of_Luminosity	Maximum_of_Luminosity	Length_of_Conveyer	TypeOfSteel_A300	TypeOfSteel_A400	Steel_Plate_Thickness	Edges_Index	Empty_Index	Square_Index	Outside_X_Index	Edges_X_Index	Edges_Y_Index	Outside_Global_Index	LogOfAreas	Log_X_Index	Log_Y_Index	Orientation_Index	Luminosity_Index	SigmoidOfAreas	Pastry
0	42	50	270900	270944	267	17	44	24220	76	108	1687	1	0	80	0.0498	0.2415	0.1818	0.0047	0.4706	1.0000	1.0	2.4265	0.9031	1.6435	0.8182	-0.2913	0.5822	1
1	645	651	2538079	2538108	108	10	30	11397	84	123	1687	1	0	80	0.7647	0.3793	0.2069	0.0036	0.6000	0.9667	1.0	2.0334	0.7782	1.4624	0.7931	-0.1756	0.2984	1
2	829	835	1553913	1553931	71	8	19	7972	99	125	1623	1	0	100	0.9710	0.3426	0.3333	0.0037	0.7500	0.9474	1.0	1.8513	0.7782	1.2553	0.6667	-0.1228	0.2150	1
3	853	860	369370	369415	176	13	45	18996	99	126	1353	0	1	290	0.7287	0.4413	0.1556	0.0052	0.5385	1.0000	1.0	2.2455	0.8451	1.6532	0.8444	-0.1568	0.5212	1
4	1289	1306	498078	498335	2409	60	260	246930	37	126	1353	0	1	185	0.0695	0.4486	0.0662	0.0126	0.2833	0.9885	1.0	3.3818	1.2305	2.4099	0.9338	-0.1992	1.0000	1
5	430	441	100250	100337	630	20	87	62357	64	127	1387	0	1	40	0.6200	0.3417	0.1264	0.0079	0.5500	1.0000	1.0	2.7993	1.0414	1.9395	0.8736	-0.2267	0.9874	1
6	413	446	138468	138883	9052	230	432	1481991	23	199	1687	0	1	150	0.4896	0.3390	0.0795	0.0196	0.1435	0.9607	1.0	3.9567	1.5185	2.6181	0.9205	0.2791	1.0000	1
7	190	200	210936	210956	132	11	20	20007	124	172	1687	0	1	150	0.2253	0.3400	0.5000	0.0059	0.9091	1.0000	1.0	2.1206	1.0000	1.3010	0.5000	0.1841	0.3359	1
8	330	343	429227	429253	264	15	26	29748	53	148	1687	0	1	150	0.3912	0.2189	0.5000	0.0077	0.8667	1.0000	1.0	2.4216	1.1139	1.4150	0.5000	-0.1197	0.5593	1
9	74	90	779144	779308	1506	46	167	180215	53	143	1687	0	1	150	0.0877	0.4261	0.0976	0.0095	0.3478	0.9820	1.0	3.1778	1.2041	2.2148	0.9024	-0.0651	1.0000	1

	X_Minimum	X_Maximum	Y_Minimum	Y_Maximum	Pixels_Areas	X_Perimeter	Y_Perimeter	Sum_of_Luminosity	Minimum_of_Luminosity	Maximum_of_Luminosity	Length_of_Conveyer	TypeOfSteel_A300	TypeOfSteel_A400	Steel_Plate_Thickness	Edges_Index	Empty_Index	Square_Index	Outside_X_Index	Edges_X_Index	Edges_Y_Index	LogOfAreas	Log_X_Index	Log_Y_Index	Orientation_Index	Luminosity_Index	SigmoidOfAreas	Other_Faults
1931	523	567	266325	266337	209	67	30	26833	119	141	1360	0	1	40	0.7691	0.6042	0.2727	0.0323	0.6567	0.4000	2.3201	1.6435	1.0792	-0.7273	0.0030	0.8183	1
1932	239	269	276029	276047	299	51	22	37820	116	140	1360	0	1	40	0.3515	0.4463	0.6000	0.0221	0.5882	0.8182	2.4757	1.4771	1.2553	-0.4000	-0.0118	0.8299	1
1933	367	422	289647	289665	355	116	58	46882	123	143	1360	0	1	40	0.5397	0.6414	0.3273	0.0404	0.4741	0.3103	2.5502	1.7404	1.2553	-0.6727	0.0317	0.9899	1
1934	137	170	301492	301511	304	59	26	35778	111	126	1360	0	1	40	0.2015	0.5152	0.5758	0.0243	0.5593	0.7308	2.4829	1.5185	1.2787	-0.4242	-0.0805	0.8971	1
1935	238	287	315114	315142	671	91	39	86424	119	143	1360	0	1	40	0.3500	0.5109	0.5714	0.0360	0.5385	0.7179	2.8267	1.6902	1.4472	-0.4286	0.0062	0.9992	1
1936	249	277	325780	325796	273	54	22	35033	119	141	1360	0	1	40	0.3662	0.3906	0.5714	0.0206	0.5185	0.7273	2.4362	1.4472	1.2041	-0.4286	0.0026	0.7254	1
1937	144	175	340581	340598	287	44	24	34599	112	133	1360	0	1	40	0.2118	0.4554	0.5484	0.0228	0.7046	0.7083	2.4579	1.4914	1.2305	-0.4516	-0.0582	0.8173	1
1938	145	174	386779	386794	292	40	22	37572	120	140	1360	0	1	40	0.2132	0.3287	0.5172	0.0213	0.7250	0.6818	2.4654	1.4624	1.1761	-0.4828	0.0052	0.7079	1
1939	137	170	422497	422528	419	97	47	52715	117	140	1360	0	1	40	0.2015	0.5904	0.9394	0.0243	0.3402	0.6596	2.6222	1.5185	1.4914	-0.0606	-0.0171	0.9919	1
1940	1261	1281	87951	87967	103	26	22	11682	101	133	1360	1	0	80	0.1162	0.6781	0.8000	0.0147	0.7692	0.7273	2.0128	1.3010	1.2041	-0.2000	-0.1139	0.5296	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)